Aesthetic scoring on PPAINT benchmark leaderboard · SOTA2 Research

Aesthetic scoring on PPAINT

0.797SRCC (HN)ArtiMuse

Evaluation Results

Method	Links
ArtiMuse2026.05		0.797	0.587	0.675	0.686	0.758	0.564	0.592	0.638
Gemini-3.1-Pro2026.05		0.744	0.688	0.807	0.746	0.816	0.774	0.826	0.805
Gemini-3-Flash2026.05		0.734	0.666	0.801	0.733	0.779	0.741	0.834	0.785
PSDISTILL2026.05		0.727	0.713	0.686	0.709	0.743	0.693	0.692	0.709
Qwen3.6-Plus2026.05		0.718	0.566	0.66	0.648	0.77	0.627	0.686	0.694
Claude-Sonnet-4.62026.05		0.669	0.698	0.732	0.7	0.71	0.711	0.72	0.714
Qwen3-VL-8B2026.05		0.665	0.641	0.609	0.638	0.692	0.617	0.583	0.63
Qwen3-VL-32B2026.05		0.644	0.734	0.61	0.663	0.66	0.714	0.619	0.664
EvoQuality2026.05		0.644	0.692	0.549	0.628	0.643	0.68	0.542	0.622
Qwen3-VL-Plus2026.05		0.558	0.647	0.516	0.574	0.503	0.635	0.441	0.526
Doubao-Seed-1.62026.05		0.534	0.631	0.598	0.587	0.541	0.633	0.601	0.591
PW-Distill2026.05		0.523	0.689	0.459	0.557	0.526	0.683	0.459	0.556
GPT-5.4-Mini2026.05		0.492	0.622	0.487	0.534	0.501	0.63	0.462	0.531
Qwen3-VL-8B2026.05		0.492	0.568	0.453	0.504	0.485	0.58	0.472	0.512
InternVL3.5-38B2026.05		0.322	0.555	0.233	0.37	0.314	0.527	0.248	0.363
InternVL3.5-8B2026.05		0.259	0.176	0.329	0.255	0.249	0.171	0.288	0.236